mlsanityData to 14 Oct 2026

K-pop Lyric Translation: Dataset, Analysis, and Neural-Modelling

arXiv 2309.11093 ↗First posted 20 Sep 2023cs.CL cs.LG cs.MMcited by 4

Not on the map. Why?

Abstract (arXiv)

Lyric translation, a field studied for over a century, is now attracting computational linguistics researchers. We identified two limitations in previous studies. Firstly, lyric translation studies have predominantly focused on Western genres and languages, with no previous study centering on K-pop despite its popularity. Second, the field of lyric translation suffers from a lack of publicly available datasets; to the best of our knowledge, no such dataset exists. To broaden the scope of genres and languages in lyric translation studies, we introduce a novel singable lyric translation dataset, approximately 89% of which consists of K-pop song lyrics. This dataset aligns Korean and English lyrics line-by-line and section-by-section. We leveraged this dataset to unveil unique characteristics of K-pop lyric translation, distinguishing it from other extensively studied genres, and to construct a neural lyric translation model, thereby underscoring the importance of a dedicated dataset for singable lyric translations.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 14 of its 56 references that are in the map. First posted on arXiv 20 Sep 2023.

Builds on

14 of 56 references.

References · 14

  1. 2017Attention Is All You Needcited by 60,361
  2. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  3. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  4. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  5. 2014Sequence to Sequence Learning with Neural Networkscited by 2,986
  6. 2020MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformerscited by 1,463
  7. 2015A Diversity-Promoting Objective Function for Neural Conversation Modelscited by 1,077
  8. 2022A Contrastive Framework for Neural Text Generationcited by 225
  9. 2018Marian: Fast Neural Machine Translation in C++cited by 203
  10. 2021Machine Translation Decoding beyond Beam Searchcited by 55
  11. 2022Automatic Song Translation for Tonal Languagescited by 12
  12. 2023Songs Across Borders: Singable and Controllable Neural Lyric Translationcited by 11
2 more
  1. 2023Translate the Beauty in Songs: Jointly Learning to Align Melody and Translate Lyricscited by 6
  2. 2023A Computational Evaluation Framework for Singable Lyric Translationcited by 4

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 2; 2025: 1; 2026: 1.

4 papers.